{"id":"W4223484243","doi":"10.14745/ccdr.v48i04a06","title":"Antibiotic prescribing for respiratory tract infection across a national primary care network in 2019","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; North York General Hospital; Ottawa Hospital; Queen's University; University of British Columbia","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Interquartile range; Respiratory tract infections; Bronchitis; Internal medicine; Primary care; Otitis; Asthma; Pediatrics; Emergency medicine; Family medicine; Respiratory system; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001803429,0.0002698669,0.0003721196,0.001210207,0.001413335,0.00102407,0.001353649,0.0005521707,0.001151997],"category_scores_gemma":[0.007847742,0.0003122801,0.0004599219,0.003313728,0.0006054949,0.0004876121,0.001166581,0.0008830989,0.0001727563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02000641,"about_ca_system_score_gemma":0.01992413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9463824,"about_ca_topic_score_gemma":0.9618543,"domain_scores_codex":[0.9968078,0.000328836,0.0002974859,0.0005115742,0.001505844,0.0005485208],"domain_scores_gemma":[0.9936754,0.0006587398,0.001946195,0.0002122464,0.002444058,0.001063305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000279101,0.00001648487,0.9970708,0.00003400427,0.00002450142,0.00006553651,0.0003060055,0.00007562921,0.00006797395,0.00002872204,0.00100256,0.001279784],"study_design_scores_gemma":[0.000001929493,0.00001448274,0.9991385,0.0000147904,0.0000064666,0.0000592486,0.0003004875,0.0002191192,0.00002059741,0.000006571856,0.000214844,0.000002966917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866599,0.0007363964,0.0001816618,0.0008602709,0.00003150271,0.00009353469,0.009430867,0.00002456459,0.001981244],"genre_scores_gemma":[0.9972038,0.0001834618,0.0002056387,0.0001721888,0.00001090109,0.00002239205,0.002057442,0.000002250675,0.0001418839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0536176,"threshold_uncertainty_score":0.1451573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839134226185553,"score_gpt":0.2604552828383017,"score_spread":0.2420639405764461,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}